UX audit rules — Forge Design System

Auditor & fixing ecosystem

Every rule in the registry has its own handbook page at ux-audit-rules/<rule-id-kebab>.html (example: DET.NAV.DEDUP). For ruleset harnesses and fixers, see Auditor & fixing ecosystem. Optional Before/After gallery scrolls all rule fixtures on one page. For WCAG/axe and DET.A11Y.* campaigns, see the sibling Accessibility audit rules catalog and a11y Before/After gallery.

Lifecycle

Canonical rule definitions live under docs/design/ux-audit/. The blender emits registry.generated.json. Handbook detail pages are agent-written Markdown siblings in docs/design/ux-audit/rule-pages/ and compile to HTML under showcase/ux-audit-rules/ (one HTML file per rule).

Blend — refresh registry from design docs and implementations.
pagegen — one Cursor agent per stale/missing rule writes the .md sibling.
build-showcase — compiles overview + detail HTML (no agents at build time).

Refresh handbook

cd tools/website-ux-auditor
npm run blend-rules
npm run pagegen -- --lane both --max-rules 10
npm run pagegen:manifest

cd ../..
python3 generator/build-showcase.py

Use npm run pagegen -- --dry-run between batches until no targets remain. Bump an implementation file to change contentVersion; stale pages appear in the table below.

Coverage summary

Registry fingerprint: 2ce40848effce579d3e4879f6ca85535183a14db201870a6c007da424624550c
Total rules: 71
Deterministic: 51
AI: 20
Handbook current: 36
Stale: 35
Missing: 0

Deterministic rules (DET)

Each rule has its own page under ux-audit-rules/ — click the rule id or Open page for purpose, how it is fixed, Before/After, and remediation.

Rule	What it checks	Examples	Open page
`DET.AMBIENT.Z_INDEX` (first-screen) stale	Decorative ambient SVG, canvas, and living-background planes must sit below interactive content with pointer-events disabled on non-interactive layers.	Before/After	Open page
`DET.APP.FOCUS_TRAP` (accessibility) stale	Bootstrap modals/offcanvas and KS diagram/topic-preview overlays must keep keyboard focus inside the open shell until dismiss, with a reachable exit control.	Before/After	Open page
`DET.APP.PERSISTENT_CHROME` (informationArchitecture) current	When a desktop-interface contract promises a persistent shell, header, nav, aside, and footer regions outside main must stay mounted with stable KS hashes and global link sets across crawled routes.	Before/After	Open page
`DET.BUTTON.GROUP.MAX` (conversion) current	Horizontal CTA and toolbar clusters expose at most three visible actions before overflow or disclosure; extras belong in menus, secondary links, or follow-on sections.	Before/After	Open page
`DET.CARD.ACTION_LIMIT` (conversion) current	Each standard Kitchen Sink card exposes at most one filled primary CTA; extra actions use outline/secondary buttons, text links, or an explicit toolbar-card contract.	Before/After	Open page
`DET.CARD.TITLE` (accessibility) current	Every Kitchen Sink card root exposes a visible title (heading or .card-title) or an equivalent accessible name via aria-labelledby or aria-label.	Before/After	Open page
`DET.CATALOG.CONTRACT_SPECIFICITY` (visual-catalog) current	Registry-linked design contracts must carry hash-specific Expected look, Anatomy, Forbidden patterns, and Deterministic checks—not thin generic boilerplate or duplicated slabs pasted across unrelated…	Before/After	Open page
`DET.CHART.ALT_SUMMARY` (accessibility) stale	Every visible Kitchen Sink chart or graph mount exposes a non-trivial text summary, aria-describedby target, or nearby caption for non-visual readers.	Before/After	Open page
`DET.CHROME.BOUNDARY` (informationArchitecture) stale	Visible header, footer, and sidebar chrome outside main must separate from the reading canvas via border, distinct background, or box-shadow per chrome-region contracts.	Before/After	Open page
`DET.CONTEXT.BURDEN` (first-screen) stale	Quantitative caps on header navigation, pre-main link clusters, nav chrome bands, and hero-fold interactive controls keep public homepages story-led instead of docs-shaped.	Before/After	Open page
`DET.CONTRACT.PATH` (visual-catalog) stale	Active visual-registry rows with contract_status own or family-covered must point at an on-disk design contract Markdown file under docs/design/catalog/.	Before/After	Open page
`DET.CONTRACT.PLACEHOLDERS` (visual-catalog) stale	Registry-linked design contracts must not ship template filler (lorem ipsum, XYZ headings, insert markers) or unresolved TBD/TODO/FIXME stub bullets when strict catalog lint is enabled.	Before/After	Open page
`DET.CTA.HIERARCHY` (conversion) current	Each logical viewport region—hero, open modal or panel, sticky footer band—exposes at most one filled primary action; competing primaries demote to outline, text link, or disclosure.	Before/After	Open page
`DET.CTA.LABEL_NONEMPTY` (accessibility) stale	Every visible button, link, and role=button/link control exposes at least one trimmed character of accessible name via visible text, aria-label, aria-labelledby, value/alt, or sr-only helper text.	Before/After	Open page
`DET.DATA.COLOR_ONLY` (accessibility) stale	Chart legends, token swatches, and encoded table cells must pair color with visible text, patterns, or icons—not hue alone where the auditor can detect a swatch or fill.	Before/After	Open page
`DET.DATA.TABLE_HEADERS` (accessibility) stale	Visible Kitchen Sink data tables expose column or row headers with valid th scope or explicit headers associations on body cells.	Before/After	Open page
`DET.DIAGRAM.ALT` (accessibility) stale	aria-hidden, role, and alt/aria-label must agree for Kitchen Sink diagram tiles, ASCII figures, and catalog-linked SVG mounts.	Before/After	Open page
`DET.DIAGRAM.ASSET_REGISTRY` (visual-catalog) stale	Diagram catalog keys and shipped assets/svg paths must roll up under active diagram-family and diagram-asset-group rows in the Kitchen Sink visual registry before consumers render them.	Before/After	Open page
`DET.DIAGRAM.LABELS` (visual-catalog) stale	Catalog-linked diagram tiles must expose readable SVG or ASCII text that matches js/ks-diagram-catalog.js legend node keys (items[].node).	Before/After	Open page
`DET.HASH.MARKERS` (visual-catalog) stale	Each governed visual root emits matching hash="XYZ" and data-ks-hash="XYZ" values (exactly three ASCII letters).	Before/After	Open page
`DET.HASH.REGISTRY_ROW` (visual-catalog) stale	Each emitted three-letter KS hash must exist in visual-registry.generated.json with registry type matching data-ks-type when that attribute is present.	Before/After	Open page
`DET.HTML.EMPTY_INLINE` (accessibility) current	Main content must not contain empty strong or em tags—common when autodoc table focus rows or Markdown transforms emit emphasis wrappers without visible text.	Before/After	Open page
`DET.INVENTORY.CROSSWALK` (visual-catalog) current	Showcase-emitted KS hashes must be a subset of visual-registry.generated.json; no invalid-format hash tokens in showcase HTML or JS.	Before/After	Open page
`DET.JS.NO_CONSOLE_ERROR` (interaction) current	Playwright smoke must complete tab, collapse, theme, and nav toggles without console errors or uncaught page exceptions on Kitchen Sink scripted surfaces.	Before/After	Open page
`DET.JS.PROGRESSIVE` (interaction) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.LANDMARKS.REQUIRED` (accessibility) current	Each page exposes exactly one main landmark, a navigation landmark when global wayfinding exists outside main, and semantic header/footer landmarks when site chrome is present—each unique at document…	Before/After	Open page
`DET.LAYOUT.GRID_CONSISTENCY` (readability) current	Long-form body copy aligns to KS layout containers (max width, gutters); no accidental full-bleed text rivers, section gutter drift, excessive measure, or handbook dead gutter beside the doc sidebar.	Before/After	Open page
`DET.MOTION.NO_AUTO_PLAY_FLASH` (accessibility) current	Visible CSS animations and autoplay video must stay below WCAG general flash frequency (more than three flashes per second) and avoid blink/strobe keyframe names.	Before/After	Open page
`DET.MOTION.PREFERS_REDUCED` (accessibility) current	When the user enables reduced motion, non-essential CSS animation, transitions, autoplay video, and SVG SMIL must stop; essential loading and progress indicators may continue.	Before/After	Open page
`DET.NAV.BREADCRUMB` (informationArchitecture) current	Handbook, product, and showcase hub pages expose visible Kbc breadcrumb chrome when doc-sidebar rails or showcase mastheads signal deep IA—home and marketing landing layouts are exempt.	Before/After	Open page
`DET.NAV.DEDUP` (informationArchitecture) current	Same navigational destination must not repeat across conflicting chrome bands (primary, sidebar, offcanvas) without breadcrumb hierarchy or intentional IA split.	Before/After	Open page
`DET.NAV.DEPTH` (informationArchitecture) current	Global primary nav outside main stays at top level plus one flyout tier (list depth ≤ 2); deeper trees belong in Ksr sidebar, offcanvas, or an explicit mega-menu pattern (≤ 4 tiers).	Before/After	Open page
`DET.NAV.FOCUS_ORDER` (accessibility) current	Tab traversal follows top-to-bottom, left-to-right reading order on sampled paths through header, main, and footer chrome—no positive tabindex, large upward jumps, or row inversions.	Before/After	Open page
`DET.NAV.IN_PAGE_TOC` (informationArchitecture) current	Handbook and doc-hub pages expose visible Ktx on-this-page navigation when outline or word count exceeds threshold; every TOC hash link resolves to a heading inside main.	Before/After	Open page
`DET.PAGE.LANG` (accessibility) current	The root html element declares a BCP 47 language tag so assistive tech, hyphenation, and translation tools can infer the page's primary language.	Before/After	Open page
`DET.PAGE.MODE` (informationArchitecture) current	Each page declares one primary mode above the fold (marketing, handbook, listing, product, presentation, app) via KS layout metadata or compatible shell signals—no competing handbook chrome on landin…	Before/After	Open page
`DET.PAGE.TITLE` (metadata) current	Every page exposes a non-empty, descriptive document title so browser tabs, bookmarks, search snippets, and assistive tech can identify the page without reading the body.	Before/After	Open page
`DET.PAGE.VIEWPORT` (accessibility) current	Every web page declares a viewport meta tag so mobile browsers scale layout to device width instead of rendering a desktop-width column with pinch-zoom only.	Before/After	Open page
`DET.PROSE.LENGTH` (readability) current	Visible paragraphs stay within the 85-word readability budget; card lists cap at three outcome bullets and main-column lists at twelve scannable items.	Before/After	Open page
`DET.PY.KS_HASH_ATTRS` (visual-catalog) current	Python HTML renderers stamp governed visual roots through ks_hash_attrs or ks_catalog_hashes helpers—not inline hash or data-ks-* attribute strings.	Before/After	Open page
`DET.PY.OPTIONAL_REGIONS` (informationArchitecture) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.REACT.A11Y_ROLE` (accessibility) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.REACT.KS_ATTRS` (visual-catalog) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.SCREENSHOT.STATUS` (visual-catalog) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.SECTION.HEADING` (semantics) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.SECTION.SINGLE_JOB` (informationArchitecture) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.SURFACE.ELEVATION_TOKEN` (readability) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.THEME.CONTRAST_MIN` (accessibility) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.THEME.FONT_STACK` current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.TOKEN.NO_DRIFT` (readability) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page
`DET.VISUAL.RHYTHM` (readability) current	Harness stub — open the handbook page for fixture context, Before/After, and remediation.	Before/After	Open page

Maintainer metadata (versions, fingerprints)

Rule	Registry	Page	page_version	generated_at
`DET.AMBIENT.Z_INDEX`	implemented	stale	`c85b9d27a8f29b75…`	2026-05-19T18:30:00.000Z
`DET.APP.FOCUS_TRAP`	implemented	stale	`b00d291ded12c540…`	2026-05-19T20:15:00.000Z
`DET.APP.PERSISTENT_CHROME`	implemented	current	`1d09413b2bebf608…`	2026-05-19T18:45:00.000Z
`DET.BUTTON.GROUP.MAX`	implemented	current	`50cb5164f8d3346e…`	2026-05-19T20:15:00.000Z
`DET.CARD.ACTION_LIMIT`	implemented	current	`7f989d49b54debbb…`	2026-05-19T20:30:00.000Z
`DET.CARD.TITLE`	implemented	current	`f4704f39e3fb8cee…`	2026-05-19T19:12:00.000Z
`DET.CATALOG.CONTRACT_SPECIFICITY`	implemented	current	`e8dacd0a36432c1e…`	2026-05-19T21:18:42.000Z
`DET.CHART.ALT_SUMMARY`	implemented	stale	`6c251e266ae748fc…`	2026-05-19T20:15:00.000Z
`DET.CHROME.BOUNDARY`	implemented	stale	`f76b4b124b9d5e23…`	2026-05-19T20:15:00.000Z
`DET.CONTEXT.BURDEN`	implemented	stale	`3a3560d8867679c9…`	2026-05-19T21:30:00.000Z
`DET.CONTRACT.PATH`	implemented	stale	`6083955e6d8907ca…`	2026-05-19T21:30:00.000Z
`DET.CONTRACT.PLACEHOLDERS`	implemented	stale	`6048d89765c0ff5b…`	2026-05-19T22:45:00.000Z
`DET.CTA.HIERARCHY`	implemented	current	`8790401c69d14712…`	2026-05-19T22:00:00.000Z
`DET.CTA.LABEL_NONEMPTY`	implemented	stale	`c1fec213f1e4fe30…`	2026-05-19T21:45:00.000Z
`DET.DATA.COLOR_ONLY`	implemented	stale	`6867492406d3ec90…`	2026-05-19T21:45:00.000Z
`DET.DATA.TABLE_HEADERS`	implemented	stale	`c7bf5ba070b6cf59…`	2026-05-19T22:35:00.000Z
`DET.DIAGRAM.ALT`	implemented	stale	`2a41d2762a8955a1…`	2026-05-19T21:45:00.000Z
`DET.DIAGRAM.ASSET_REGISTRY`	implemented	stale	`760457a5e7fdd76f…`	2026-05-19T21:30:00.000Z
`DET.DIAGRAM.LABELS`	implemented	stale	`fb6f4aaa3d5b1390…`	2026-05-19T22:35:00.000Z
`DET.HASH.MARKERS`	implemented	stale	`d7c8001eff82b529…`	2026-05-19T22:20:00.000Z
`DET.HASH.REGISTRY_ROW`	implemented	stale	`8b23253fec83e82d…`	2026-05-19T22:45:00.000Z
`DET.HTML.EMPTY_INLINE`	implemented	current	`dbe79823bbc33762…`	2026-05-25T11:30:00.000Z
`DET.INVENTORY.CROSSWALK`	implemented	current	`1ff85299f06dc68a…`	2026-05-25T14:32:00.000Z
`DET.JS.NO_CONSOLE_ERROR`	implemented	current	`01cb5ec00334415a…`	2026-05-25T20:15:00.000Z
`DET.JS.PROGRESSIVE`	implemented	current	`31df03e4b4f2fd43…`	2026-05-23T13:24:10Z
`DET.LANDMARKS.REQUIRED`	implemented	current	`c29f7f449fb7047c…`	2026-05-25T12:00:00.000Z
`DET.LAYOUT.GRID_CONSISTENCY`	implemented	current	`c712bdd2575f6dc2…`	2026-05-25T14:00:00.000Z
`DET.MOTION.NO_AUTO_PLAY_FLASH`	implemented	current	`f6716461755c5906…`	2026-05-25T14:30:00.000Z
`DET.MOTION.PREFERS_REDUCED`	implemented	current	`49a23233fa7dbc7d…`	2026-05-25T16:30:00.000Z
`DET.NAV.BREADCRUMB`	implemented	current	`d29db46cf5a6dfbe…`	2026-05-25T15:30:00.000Z
`DET.NAV.DEDUP`	implemented	current	`c3ab59adb095d9ee…`	2026-05-25T17:00:00.000Z
`DET.NAV.DEPTH`	implemented	current	`bd3562025ebc5525…`	2026-05-25T18:00:00.000Z
`DET.NAV.FOCUS_ORDER`	implemented	current	`84636f49a8af2c95…`	2026-05-25T19:15:00.000Z
`DET.NAV.IN_PAGE_TOC`	implemented	current	`73ca82c130c0f8d8…`	2026-05-25T20:30:00.000Z
`DET.PAGE.LANG`	implemented	current	`44c6f35dae6a383c…`	2026-05-25T14:32:00.000Z
`DET.PAGE.MODE`	implemented	current	`9ab49bfba4426e32…`	2026-05-25T18:45:00.000Z
`DET.PAGE.TITLE`	implemented	current	`4040ca340c20e070…`	2026-05-25T15:12:00.000Z
`DET.PAGE.VIEWPORT`	implemented	current	`e7575c6d91dfcdd8…`	2026-05-23T13:24:10Z
`DET.PROSE.LENGTH`	implemented	current	`b246000e8074dc2e…`	2026-05-23T13:24:10Z
`DET.PY.KS_HASH_ATTRS`	implemented	current	`2714cbe739f8cd59…`	2026-05-23T13:24:10Z
`DET.PY.OPTIONAL_REGIONS`	implemented	current	`71766cb637ebd19d…`	2026-05-23T13:24:10Z
`DET.REACT.A11Y_ROLE`	implemented	current	`ff0b0c65b02fd5b1…`	2026-05-23T13:24:10Z
`DET.REACT.KS_ATTRS`	implemented	current	`7826ad876d4d13d3…`	2026-05-23T13:24:10Z
`DET.SCREENSHOT.STATUS`	implemented	current	`c26222a9937dd2c3…`	2026-05-23T13:24:10Z
`DET.SECTION.HEADING`	implemented	current	`2ff2b812e0500ea9…`	2026-05-23T13:24:10Z
`DET.SECTION.SINGLE_JOB`	implemented	current	`8b04c87e89b47648…`	2026-05-23T13:24:10Z
`DET.SURFACE.ELEVATION_TOKEN`	implemented	current	`aa7f0a4c0ff4aba8…`	2026-05-23T13:24:10Z
`DET.THEME.CONTRAST_MIN`	implemented	current	`7a8a34f4cc175a63…`	2026-05-23T13:24:10Z
`DET.THEME.FONT_STACK`	stub	current	`c1e1ed0bc84d27c4…`	2026-05-25T13:41:26Z
`DET.TOKEN.NO_DRIFT`	implemented	current	`5ed128085a781532…`	2026-05-23T13:24:10Z
`DET.VISUAL.RHYTHM`	implemented	current	`4d81d52183310042…`	2026-05-23T13:24:10Z

AI rules

Each rule has its own page under ux-audit-rules/ — click the rule id or Open page for purpose, how it is fixed, Before/After, and remediation.

Rule	What it checks	Examples	Open page
`AI.AMBIENT.READABILITY_CONFLICT` stale	Ambient SVG, canvas, and parallax layers must not compete with foreground copy, controls, or affordance clarity.	Before/After	Open page
`AI.APP.DENSITY_BALANCE` stale	Operator and console surfaces may be information-dense, but grouping, labels, and affordances must keep scans calm—not chaotic.	Before/After	Open page
`AI.APP.WORKFLOW_CONTINUITY` stale	Panels, tabs, and routes must preserve sense of place—stable chrome, orientation cues, and predictable back/forward context.	Before/After	Open page
`AI.CONTEXT.BURDEN_SUBJECTIVE` stale	Even when numeric first-screen caps pass, the page must not feel visually noisy, cognitively dense, or split by competing focal points.	Before/After	Open page
`AI.CONTEXT.COGNITIVE_CLARITY` stale	A first-time reader can form a correct mental model in one pass—jargon is explained before reuse, headings match substance, and depth is staged.	Before/After	Open page
`AI.CONTRACT.IMPLEMENTATION_USEFULNESS` stale	Design contracts must give engineers element-specific anatomy, states, and verification so hashed KS surfaces ship without guessing UX intent.	Before/After	Open page
`AI.CREDIBILITY.NO_OVERCLAIM` stale	Capabilities, metrics, certifications, and social proof are stated in bounded, verifiable ways—no invented logos, compliance badges, or performance numbers.	Before/After	Open page
`AI.DATA.INSIGHT_LEGIBILITY` stale	Charts and data blocks must state the intended takeaway—not only render accurate geometry.	Before/After	Open page
`AI.DIAGRAM.SEMANTIC_ACCURACY` stale	Diagram topology, arrow direction, and node labels must match the mechanism described in captions, body copy, and catalog legend keys—not merely look polished.	Before/After	Open page
`AI.JS.BEHAVIOR_DISCOVERABILITY` stale	Non-obvious scripted interactions must be hinted or documented—visible affordances, helper copy, and keyboard/touch parity—not hover-only secrets.	Before/After	Open page
`AI.MOTION.INTENTIONALITY` stale	Motion and transitions should guide attention toward the next read or action—not compete with copy, controls, or reading rhythm.	Before/After	Open page
`AI.NARRATIVE.COHERENCE` stale	The page tells one ordered story—problem, outcome, mechanism, next step—with section sequencing that does not contradict earlier claims.	Before/After	Open page
`AI.PREMIUM.ENTERPRISE_FEEL` stale	Pages feel deliberate, calm, and confident—generous spacing, refined typography, consistent surfaces, and purposeful visuals—not hectic template soup.	Before/After	Open page
`AI.PY.HTML_AUTHORING_QUALITY` stale	Python renderers should emit intentional Kitchen Sink markup with clear section shells and stable heading ladders, not redundant wrapper soup.	Before/After	Open page
`AI.REACT.PRIMITIVE_CONSISTENCY` stale	KS React primitives on a run console must share one token-driven system for states, focus rings, density, and severity—not mixed Bootstrap one-offs.	Before/After	Open page
`AI.THEME.PERSONALITY_COHERENCE` stale	Forge theme accents, dark foundation, and typography reinforce calm enterprise temperament—amber and cyan play predictable roles without fighting copy or mixing unrelated palettes.	Before/After	Open page
`AI.TRUST.BOUNDARY_CLARITY` stale	Data, execution, and human-control boundaries are stated in plain language a first-time reader can map—without insider jargon or hand-wavy AI magic.	Before/After	Open page
`AI.VISUAL.HIERARCHY` stale	Scale, contrast, and grouping establish an obvious focal path—hero → proof → depth—with one primary next read and no equal-weight shouting.	Before/After	Open page
`AI.VISUAL.PRODUCT_EXPLANATORY_VALUE` stale	Product visuals, diagrams, and hero imagery must explain structure or user benefit—not generic decoration that could ship on any SaaS landing page.	Before/After	Open page
`AI.VISUAL.RHYTHM_SUBJECTIVE` stale	Spacing and grouping feel intentional and repeatable—aligned grids, consistent section motifs, and predictable vertical cadence—not accidental pile-ups that pass numeric gap checks.	Before/After	Open page

Maintainer metadata (versions, fingerprints)

Rule	Registry	Page	page_version	generated_at
`AI.AMBIENT.READABILITY_CONFLICT`	generated	stale	`b57d41c04c058844…`	2026-05-19T16:45:00.000Z
`AI.APP.DENSITY_BALANCE`	generated	stale	`2d2d266d5695bd7c…`	2026-05-19T18:22:00.000Z
`AI.APP.WORKFLOW_CONTINUITY`	generated	stale	`c35c4eb008088d86…`	2026-05-19T20:15:00.000Z
`AI.CONTEXT.BURDEN_SUBJECTIVE`	generated	stale	`5957d05615097c23…`	2026-05-19T19:30:00.000Z
`AI.CONTEXT.COGNITIVE_CLARITY`	implemented	stale	`147f28c00ed45941…`	2026-05-19T20:15:00.000Z
`AI.CONTRACT.IMPLEMENTATION_USEFULNESS`	generated	stale	`dd48bd94ca99c402…`	2026-05-19T17:30:00.000Z
`AI.CREDIBILITY.NO_OVERCLAIM`	generated	stale	`b6ac8bcdc1ace2f7…`	2026-05-19T21:45:00.000Z
`AI.DATA.INSIGHT_LEGIBILITY`	generated	stale	`c69353b3b095b3fa…`	2026-05-19T19:45:00.000Z
`AI.DIAGRAM.SEMANTIC_ACCURACY`	generated	stale	`b2c3cd488a5b9e9c…`	2026-05-19T18:15:00.000Z
`AI.JS.BEHAVIOR_DISCOVERABILITY`	generated	stale	`449ba47acb31c696…`	2026-05-19T21:45:00.000Z
`AI.MOTION.INTENTIONALITY`	generated	stale	`74c3a3b237d7b20f…`	2026-05-19T22:30:00.000Z
`AI.NARRATIVE.COHERENCE`	generated	stale	`3e1187c7e66cb94d…`	2026-05-19T23:12:00.000Z
`AI.PREMIUM.ENTERPRISE_FEEL`	implemented	stale	`62a825ef8a474ad3…`	2026-05-19T22:10:00.000Z
`AI.PY.HTML_AUTHORING_QUALITY`	generated	stale	`9612773abc083bc0…`	2026-05-19T19:15:00.000Z
`AI.REACT.PRIMITIVE_CONSISTENCY`	generated	stale	`a8fc1f6189cc2753…`	2026-05-19T19:45:00.000Z
`AI.THEME.PERSONALITY_COHERENCE`	generated	stale	`c55d81ed3a33aedc…`	2026-05-19T22:35:00.000Z
`AI.TRUST.BOUNDARY_CLARITY`	generated	stale	`0929fdd369953697…`	2026-05-19T22:45:00.000Z
`AI.VISUAL.HIERARCHY`	generated	stale	`ec93b09eb3c72879…`	2026-05-19T23:48:00.000Z
`AI.VISUAL.PRODUCT_EXPLANATORY_VALUE`	implemented	stale	`4dee66f4af47e261…`	2026-05-19T22:45:00.000Z
`AI.VISUAL.RHYTHM_SUBJECTIVE`	generated	stale	`9a851787584568a2…`	2026-05-19T23:15:00.000Z